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Understanding users’ AI manipulation intention: An empirical investigation of the antecedents in the context of AI recommendation algorithms 了解用户的人工智能操作意图：人工智能推荐算法背景下的前因实证调查
IF 8.2 2区 管理学
Information & Management Pub Date : 2024-11-14 DOI: 10.1016/j.im.2024.104061
Taeyoung Kim, Il Im
{"title":"Understanding users’ AI manipulation intention: An empirical investigation of the antecedents in the context of AI recommendation algorithms","authors":"Taeyoung Kim,&nbsp;Il Im","doi":"10.1016/j.im.2024.104061","DOIUrl":"10.1016/j.im.2024.104061","url":null,"abstract":"<div><div>This study examines antecedents that drive platform users to manipulate artificial intelligence (AI) recommendation algorithms. Based on the persuasion knowledge model (PKM), survey data collected from YouTube and Instagram users reveal that AI manipulation intentions are positively affected by persuasion knowledge about AI and perceived interactivity. Perceived interactivity is associated with higher perceived benefits and lower perceived costs of AI manipulation, consequently affecting manipulation intentions. A multivariate analysis of variance shows variations in intentions to use different types of AI manipulation behaviors among users with varying levels of persuasion knowledge. The research contributes to the PKM and AI-human interaction literature.</div></div>","PeriodicalId":56291,"journal":{"name":"Information & Management","volume":"62 1","pages":"Article 104061"},"PeriodicalIF":8.2,"publicationDate":"2024-11-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142700978","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Nipping trouble in the bud: A proactive tourism recommender system 将麻烦消灭在萌芽状态主动式旅游推荐系统
IF 8.2 2区 管理学
Information & Management Pub Date : 2024-11-14 DOI: 10.1016/j.im.2024.104062
Cheng Li, Weimin Zheng
{"title":"Nipping trouble in the bud: A proactive tourism recommender system","authors":"Cheng Li,&nbsp;Weimin Zheng","doi":"10.1016/j.im.2024.104062","DOIUrl":"10.1016/j.im.2024.104062","url":null,"abstract":"<div><div>Recommender systems have been used extensively in tourism activities to aid travel decision making. However, existing systems design routes using mainly deterministic information, ignoring the negative impacts of uncertain events, likely resulting in suboptimal or impractical route designs. This study addresses this issue by integrating forecasting mechanisms into system design, thereby enabling tourists to avoid potential risks and improving travel experience. For example, in crowding avoidance, the system's performance is demonstrated through a field experiment. The results suggest that our system outperforms benchmarks and can help tourists avoid attraction crowding. The system is also applicable for other predictable uncertain events.</div></div>","PeriodicalId":56291,"journal":{"name":"Information & Management","volume":"62 1","pages":"Article 104062"},"PeriodicalIF":8.2,"publicationDate":"2024-11-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142701038","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cybersecurity end-user compliance: Password management versus update compliance 网络安全最终用户合规性：密码管理与更新合规性
IF 8.2 2区 管理学
Information & Management Pub Date : 2024-11-14 DOI: 10.1016/j.im.2024.104060
Pratim Milton Datta , Oliver Krancher
{"title":"Cybersecurity end-user compliance: Password management versus update compliance","authors":"Pratim Milton Datta ,&nbsp;Oliver Krancher","doi":"10.1016/j.im.2024.104060","DOIUrl":"10.1016/j.im.2024.104060","url":null,"abstract":"<div><div>In today's world, organizations rely on cybersecurity end-user compliance as an essential practical parameter. Yet cybersecurity compliance remains a challenge, and failures are commonplace. But why? In addressing this question, we argue that ISP compliance is neither too monolithic nor too granular a construct but needs respecification. We empirically investigate cybersecurity antecedents leading to (i) user protection-centric password management and (ii) system protection-centric update compliance dimensions. The results of our survey of 241 users show differentiating behavioral strands intertwined across different types of compliance, highlighting a unique interplay of attitudes, knowledge, and social factors as antecedents to password and update compliance.</div></div>","PeriodicalId":56291,"journal":{"name":"Information & Management","volume":"61 8","pages":"Article 104060"},"PeriodicalIF":8.2,"publicationDate":"2024-11-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142656642","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Innovation recipes for high use on four Fintech types: A configurational perspective 四种金融科技类型的高使用率创新配方：配置视角
IF 8.2 2区 管理学
Information & Management Pub Date : 2024-11-14 DOI: 10.1016/j.im.2024.104058
Hyun-Sun Ryu , Jinyoung Min
{"title":"Innovation recipes for high use on four Fintech types: A configurational perspective","authors":"Hyun-Sun Ryu ,&nbsp;Jinyoung Min","doi":"10.1016/j.im.2024.104058","DOIUrl":"10.1016/j.im.2024.104058","url":null,"abstract":"<div><div>Fintech has attracted attention based on its fusion of technology and finance; however, how its elements should be combined and configured has yet to be explored. To fill this research gap, this study investigates specific and multiple configurations of Fintech attributes that lead to high use by adopting a fuzzy-set qualitative comparative analysis. Based on the diffusion-of-innovation theory and the information systems success model, we develop a theoretical framework using three dimensions of Fintech: innovation, financial services, and information technology (IT). This study then explicates the complex nNar relationships among these three dimensions in the form of the conjunction, equifinality, and asymmetry of Fintech attributes to develop a better understanding of its use. This study provides specific configurations of these interactions among seven Fintech attributes based on four Fintech types (mobile payments, mobile remittance, peer-to-peer (P2P) lending, and crowdfunding). The findings indicate that IT plays multifaceted roles, varying from enabling to counterproductive, for all Fintech types. Our results offer guidance on effectively coordinating Fintech development and launching strategies to enhance its use in managerial practice.</div></div>","PeriodicalId":56291,"journal":{"name":"Information & Management","volume":"62 1","pages":"Article 104058"},"PeriodicalIF":8.2,"publicationDate":"2024-11-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142701040","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dynamic effects of emotions in microblogs on sharing during EID outbreaks: The contingent role of user personality traits EID爆发期间微博中的情绪对分享的动态影响：用户个性特征的偶然作用
IF 8.2 2区 管理学
Information & Management Pub Date : 2024-11-14 DOI: 10.1016/j.im.2024.104063
Liwei Xu , Mingxing Han , Jingguo Wang , Yu Chen , Jiangnan Qiu
{"title":"Dynamic effects of emotions in microblogs on sharing during EID outbreaks: The contingent role of user personality traits","authors":"Liwei Xu ,&nbsp;Mingxing Han ,&nbsp;Jingguo Wang ,&nbsp;Yu Chen ,&nbsp;Jiangnan Qiu","doi":"10.1016/j.im.2024.104063","DOIUrl":"10.1016/j.im.2024.104063","url":null,"abstract":"<div><div>Our study empirically examines whether users’ personality traits accentuate or attenuate the influence of emotions in microblogs on users’ sharing behavior over time on a social media platform (Weibo in particular) during emerging infectious disease (EID) outbreaks. We develop a theoretical framework to analyze the dynamic relationship between emotions in microblogs related to EID on users’ sharing with personality traits as moderators. We collected 92,621 microblogs on COVID-19 from Sina Weibo with 501,930 sharing users for hypothesis testing. We leveraged a machine learning method in combination with the vector autoregression model to test our research model. Our results indicate that users with high levels of neuroticism, openness, and agreeableness are more likely to share immediately upon seeing microblogs with negative emotions, while those high in conscientiousness usually share after some time. This study highlights the contingent role of personality traits in the relationship between emotions expressed in microblogs and users’ act of sharing. The dynamic effects (both short-term and long-term) on sharing of emotions in microblogs are contingent upon personality traits. The results help us to understand who shares microblogs, how and why they behave when facing emotional content during EID outbreaks. Our findings enhance the understanding of user behavior on social media platforms and provide actionable insights for potential interventions in response to EID outbreaks.</div></div>","PeriodicalId":56291,"journal":{"name":"Information & Management","volume":"62 1","pages":"Article 104063"},"PeriodicalIF":8.2,"publicationDate":"2024-11-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142701043","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Empowering crisis information extraction through actionability event schemata and domain-adaptive pre-training 通过可操作性事件图式和领域自适应预培训增强危机信息提取能力
IF 8.2 2区 管理学
Information & Management Pub Date : 2024-11-14 DOI: 10.1016/j.im.2024.104065
Yuhao Zhang, Siaw Ling Lo, Phyo Yi Win Myint
{"title":"Empowering crisis information extraction through actionability event schemata and domain-adaptive pre-training","authors":"Yuhao Zhang,&nbsp;Siaw Ling Lo,&nbsp;Phyo Yi Win Myint","doi":"10.1016/j.im.2024.104065","DOIUrl":"10.1016/j.im.2024.104065","url":null,"abstract":"<div><div>One of the persistent challenges in crisis detection is inferring actionable information to support emergency response. Existing methods focus on situational awareness but often lack actionable insights. This study proposes a holistic approach to implementing an actionability extraction system on social media, including requirement gathering, selection of machine learning tasks, data preparation, and integration with existing resources, providing guidance for governments, civil services, emergency workers, and researchers on supplementing existing channels with actionable information from social media. Our solution leverages an actionability schema and domain-adaptive pre-training, improving upon the state-of-the-art model by 5.5 % and 10.1 % in micro and macro F1 scores.</div></div>","PeriodicalId":56291,"journal":{"name":"Information & Management","volume":"62 1","pages":"Article 104065"},"PeriodicalIF":8.2,"publicationDate":"2024-11-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142701692","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Towards new frontiers: How attainment discrepancy affects exploratory behavior in crowdfunding 迈向新领域：成就差异如何影响众筹中的探索行为
IF 8.2 2区 管理学
Information & Management Pub Date : 2024-11-13 DOI: 10.1016/j.im.2024.104053
Noyan Ilk , Guangzhi Shang , Zhijian Cui , Zhihao Terry Zhang
{"title":"Towards new frontiers: How attainment discrepancy affects exploratory behavior in crowdfunding","authors":"Noyan Ilk ,&nbsp;Guangzhi Shang ,&nbsp;Zhijian Cui ,&nbsp;Zhihao Terry Zhang","doi":"10.1016/j.im.2024.104053","DOIUrl":"10.1016/j.im.2024.104053","url":null,"abstract":"<div><div>Online crowdfunding has become a popular mechanism for creative projects that are not suitable for traditional financing means. Interestingly, creators on crowdfunding platforms frequently embark on projects beyond their prior expertise. In this study, we investigate how fundraising performance affects a creator's decision to venture into (i.e., explore) new project categories. Leveraging data from Kickstarter, we unveil a “V-shaped” relationship between creators’ funding attainment discrepancy (the gap between realized and target performance) and their tendency to explore novel project categories. Our finding challenges the conventional assumption that exceeding target performance would inhibit exploratory behavior. In addition, we show that when the attainment discrepancy transitions from negative to positive, the probability of exploration exhibits a discontinuous dip.</div></div>","PeriodicalId":56291,"journal":{"name":"Information & Management","volume":"61 8","pages":"Article 104053"},"PeriodicalIF":8.2,"publicationDate":"2024-11-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142643112","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Social loafing in discrepant visibility contexts: The role of perceived aggressive and sociable dominance 能见度差异背景下的社交闲逛：可感知的攻击性和社交优势的作用
IF 8.2 2区 管理学
Information & Management Pub Date : 2024-11-13 DOI: 10.1016/j.im.2024.104059
Huiyu Liu , Bowen Zheng , Hefu Liu , Matthew Kwok On Lee
{"title":"Social loafing in discrepant visibility contexts: The role of perceived aggressive and sociable dominance","authors":"Huiyu Liu ,&nbsp;Bowen Zheng ,&nbsp;Hefu Liu ,&nbsp;Matthew Kwok On Lee","doi":"10.1016/j.im.2024.104059","DOIUrl":"10.1016/j.im.2024.104059","url":null,"abstract":"<div><div>As remote-work employees increasingly participate in virtual meetings with personal devices in personal settings, camera use becomes discrepant among group members when someone turns it on while others are off. However, it remains unknown how one-way visual communication, referred to as a discrepant visibility context in this study, affects attendees’ task-related behavior. Drawing on experiential learning theory and a social reasoning perspective, this study investigates how attendees’ subjective experience of discrepant visibility contexts affects their perceived dominance, which further affects their social loafing behavior. This study contributes to a nuanced understanding of virtual meeting use in digital workplaces.</div></div>","PeriodicalId":56291,"journal":{"name":"Information & Management","volume":"62 1","pages":"Article 104059"},"PeriodicalIF":8.2,"publicationDate":"2024-11-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142701044","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
What drives users to tip? The impact of contributor experience, content length, and content type on online video sharing platforms 是什么促使用户给小费？贡献者经验、内容长度和内容类型对在线视频分享平台的影响
IF 8.2 2区 管理学
Information & Management Pub Date : 2024-11-13 DOI: 10.1016/j.im.2024.104054
Wang Cao , Yipeng Liu , Shengli Li , Zheyuan Pu
{"title":"What drives users to tip? The impact of contributor experience, content length, and content type on online video sharing platforms","authors":"Wang Cao ,&nbsp;Yipeng Liu ,&nbsp;Shengli Li ,&nbsp;Zheyuan Pu","doi":"10.1016/j.im.2024.104054","DOIUrl":"10.1016/j.im.2024.104054","url":null,"abstract":"<div><div>This study examines what drives user tipping on online video sharing platforms, focusing on how video characteristics such as contributor experience, content length, and content type affect tipping behavior. Drawing from theoretical foundations such as the elaboration likelihood model and social exchange theory, we propose several hypotheses. Based on a dataset from Bilibili.com, we employ econometric models to test the proposed hypothesis. We find that contributor experience generally decreases tipping, while longer videos tend to attract more tips. Additionally, users are more likely to tip for entertainment content over knowledge content, demonstrating a preference for hedonic values. Furthermore, the effects of contributor experience and content length on tipping are less pronounced for knowledge content than for entertainment content, showing different impacts based on content type. Our findings provide insight into the complex dynamics of viewer engagement and tipping on digital platforms.</div></div>","PeriodicalId":56291,"journal":{"name":"Information & Management","volume":"61 8","pages":"Article 104054"},"PeriodicalIF":8.2,"publicationDate":"2024-11-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142656643","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Daily forecasting of tourism demand: An ST-LSTM model with social network service co-occurrence similarity 旅游需求的每日预测：具有社会网络服务共现相似性的 ST-LSTM 模型
IF 8.2 2区 管理学
Information & Management Pub Date : 2024-11-13 DOI: 10.1016/j.im.2024.104056
Qinfang Luo , Shun Cai , Ning Lv , Xin Fu
{"title":"Daily forecasting of tourism demand: An ST-LSTM model with social network service co-occurrence similarity","authors":"Qinfang Luo ,&nbsp;Shun Cai ,&nbsp;Ning Lv ,&nbsp;Xin Fu","doi":"10.1016/j.im.2024.104056","DOIUrl":"10.1016/j.im.2024.104056","url":null,"abstract":"<div><div>In the digital era, social network service (SNS) significantly influences travel behavior. Understanding SNS spillover effects is crucial for accurate tourism demand prediction. This study introduces SNS co-occurrence similarity (SNS-COS) to capture the spillover effects and demonstrates a comprehensive tourism demand forecasting framework that combines econometric and AI models to handle spatial and temporal data. By classifying attractions into different ranks, it effectively captures varying spillover effects. Empirical verification shows significant improvements in forecasting accuracy, especially for low-ranked attractions, providing valuable insights for enhancing tourism demand forecasting and informed decision-making in the tourism industry.</div></div>","PeriodicalId":56291,"journal":{"name":"Information & Management","volume":"62 1","pages":"Article 104056"},"PeriodicalIF":8.2,"publicationDate":"2024-11-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142700976","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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